{"id":"W4253993119","doi":"10.1017/cbo9780511525582","title":"Cliff Ecology","year":2000,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":192,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Cliff; Geography; Habitat; Ecology; Fauna; Flora (microbiology); Microclimate; Biodiversity; Geology; Archaeology; Biology; Paleontology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004313158,0.0002420119,0.0003000926,0.00006891802,0.0002250652,0.00001829303,0.0003409394,0.0002345088,0.000595946],"category_scores_gemma":[0.000001790628,0.0002542098,0.0001247434,0.000006913468,0.0002574235,0.00004981863,0.00008219451,0.0002872723,0.0004358868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003624356,"about_ca_system_score_gemma":0.00005963908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001573192,"about_ca_topic_score_gemma":0.0001547763,"domain_scores_codex":[0.9990321,0.00004462631,0.0001128256,0.0003607821,0.0001558278,0.0002938677],"domain_scores_gemma":[0.9994887,0.00006073741,0.00007789346,0.000237573,0.000008052744,0.000127052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001248552,0.000009984489,0.00411753,0.000056912,0.0001720016,0.000571037,0.00002788913,0.00006116935,2.551484e-7,0.005311068,0.9597661,0.02978121],"study_design_scores_gemma":[0.0002220594,0.00007181591,0.01673292,0.00001362845,0.00008762406,0.00001167379,0.00001402267,0.00005687513,0.000002663008,0.000004621364,0.9825081,0.0002739475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001147695,0.0001838516,0.000002026735,0.00001040708,0.0001992155,0.0001738643,0.0004184304,0.00005967897,0.9978048],"genre_scores_gemma":[0.0009555941,0.0006056503,0.00002349708,0.0001531436,0.0001598151,8.72511e-8,0.0003654587,0.000006309705,0.9977304],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02950727,"threshold_uncertainty_score":0.999991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166357888495589,"score_gpt":0.1539899468844771,"score_spread":0.1423263679995212,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}